KDNuggets recently did a poll where the asked "Which methods/algorithms you used in the past 12 months for an actual Data Science-related application?" The 844 respondents' most often used algorithm? Regression, of course. Hard to beat it. This post is the followup article, where they walk through every top algorithm and provide amazing resources. Want to know more about PCA? Random forests? This is the post.